alphaevolve-on-googlecloud

AlphaEvolve expert consultant grounded strictly in the official reference guide. Answers questions about AE suitability, experiment design, evaluator implementation, EVOLVE-BLOCK placement, scoring strategies, concurrency, LLM mixture selection, troubleshooting, API usage, and domain background. Never speculates beyond the guide content. Triggers on: "AlphaEvolve question", "AE best practices", "AE consultant", "is my problem suitable for AE", "how should I design my evaluator", "why is my experiment stuck", "what concurrency should I use", "AE troubleshooting", "ask about AlphaEvolve", "AlphaEvolve help", "how does AlphaEvolve work", "EVOLVE-BLOCK advice", "scoring function advice", "reward hacking", "AE expert".

Design AlphaEvolve experiments for the Cloud API. Takes a natural-language problem description and produces a complete, tested experiment directory ready for the experiment-runner skill. Triggers on: "design an experiment", "set up an AlphaEvolve experiment", "create an experiment for", "I want to evolve", "help me set up AlphaEvolve".

Monitor running AlphaEvolve experiments, run the evaluation control loop, and report results using the `ae` CLI. Triggers on: "monitor experiment", "check experiment status", "run evaluation loop", "show experiment results", "how is the experiment doing", "experiment progress", "monitor AlphaEvolve".

End-to-end AlphaEvolve experiment orchestrator. Chains the Design, Runner, Monitor, and Post-Experiment skills into a seamless workflow. Detects where the user is in the experiment lifecycle and picks up from there. Triggers on: "evolve this function", "optimize with AlphaEvolve", "set up an AlphaEvolve experiment", "make this faster", "improve performance", "find a better algorithm", "optimize this function", "use evolutionary search", "AlphaEvolve this", "run AlphaEvolve end to end".

Post-experiment analysis, visualization, and code integration for completed AlphaEvolve experiments. Produces comprehensive results reports with inline visualizations and applies evolved code back to the original codebase. Triggers on: "show experiment results", "analyze experiment", "integrate evolved code", "apply results", "experiment report", "what did the experiment find", "copy results back", "apply the best program", "post-experiment".

Configure, verify, and launch AlphaEvolve experiments using the `ae` CLI. Supports both creating new experiments from Design skill artifacts and launching from user-provided files. Triggers on: "run this experiment", "launch the experiment", "start AlphaEvolve", "create an experiment", "launch experiment", "run AlphaEvolve experiment".